Dataset statistics
| Number of variables | 10 |
|---|---|
| Number of observations | 682 |
| Missing cells | 0 |
| Missing cells (%) | 0.0% |
| Duplicate rows | 46 |
| Duplicate rows (%) | 6.7% |
| Total size in memory | 74.8 KiB |
| Average record size in memory | 112.3 B |
Variable types
| Numeric | 9 |
|---|---|
| Categorical | 1 |
| Dataset has 46 (6.7%) duplicate rows | Duplicates |
Clump_Thickness is highly overall correlated with Uniformity_of_Cell_Size and 7 other fields | High correlation |
Uniformity_of_Cell_Size is highly overall correlated with Clump_Thickness and 8 other fields | High correlation |
Uniformity_of_Cell_Shape is highly overall correlated with Clump_Thickness and 7 other fields | High correlation |
Marginal_Adhesion is highly overall correlated with Clump_Thickness and 7 other fields | High correlation |
Single_Epithelial_Cell_Size is highly overall correlated with Clump_Thickness and 7 other fields | High correlation |
Bare_Nuclei is highly overall correlated with Clump_Thickness and 7 other fields | High correlation |
Bland_Chromatin is highly overall correlated with Clump_Thickness and 7 other fields | High correlation |
Normal_Nucleoli is highly overall correlated with Clump_Thickness and 8 other fields | High correlation |
Mitoses is highly overall correlated with Uniformity_of_Cell_Size and 2 other fields | High correlation |
Class is highly overall correlated with Clump_Thickness and 8 other fields | High correlation |
Reproduction
| Analysis started | 2023-02-19 23:51:59.892629 |
|---|---|
| Analysis finished | 2023-02-19 23:52:07.886807 |
| Duration | 7.99 seconds |
| Software version | pandas-profiling v3.6.6 |
| Download configuration | config.json |
Clump_Thickness
Real number (ℝ)
| Distinct | 10 |
|---|---|
| Distinct (%) | 1.5% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 4.441349 |
| Minimum | 1 |
|---|---|
| Maximum | 10 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 10.7 KiB |
Quantile statistics
| Minimum | 1 |
|---|---|
| 5-th percentile | 1 |
| Q1 | 2 |
| median | 4 |
| Q3 | 6 |
| 95-th percentile | 10 |
| Maximum | 10 |
| Range | 9 |
| Interquartile range (IQR) | 4 |
Descriptive statistics
| Standard deviation | 2.8227505 |
|---|---|
| Coefficient of variation (CV) | 0.63556153 |
| Kurtosis | -0.63564731 |
| Mean | 4.441349 |
| Median Absolute Deviation (MAD) | 2 |
| Skewness | 0.58813685 |
| Sum | 3029 |
| Variance | 7.9679206 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=10)
| Value | Count | Frequency (%) |
| 1 | 139 | |
| 5 | 127 | |
| 3 | 104 | |
| 4 | 79 | |
| 10 | 69 | |
| 2 | 50 | 7.3% |
| 8 | 44 | 6.5% |
| 6 | 33 | 4.8% |
| 7 | 23 | 3.4% |
| 9 | 14 | 2.1% |
| Value | Count | Frequency (%) |
| 1 | 139 | |
| 2 | 50 | 7.3% |
| 3 | 104 | |
| 4 | 79 | |
| 5 | 127 | |
| 6 | 33 | 4.8% |
| 7 | 23 | 3.4% |
| 8 | 44 | 6.5% |
| 9 | 14 | 2.1% |
| 10 | 69 |
| Value | Count | Frequency (%) |
| 10 | 69 | |
| 9 | 14 | 2.1% |
| 8 | 44 | 6.5% |
| 7 | 23 | 3.4% |
| 6 | 33 | 4.8% |
| 5 | 127 | |
| 4 | 79 | |
| 3 | 104 | |
| 2 | 50 | 7.3% |
| 1 | 139 |
Uniformity_of_Cell_Size
Real number (ℝ)
| Distinct | 10 |
|---|---|
| Distinct (%) | 1.5% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 3.1539589 |
| Minimum | 1 |
|---|---|
| Maximum | 10 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 10.7 KiB |
Quantile statistics
| Minimum | 1 |
|---|---|
| 5-th percentile | 1 |
| Q1 | 1 |
| median | 1 |
| Q3 | 5 |
| 95-th percentile | 10 |
| Maximum | 10 |
| Range | 9 |
| Interquartile range (IQR) | 4 |
Descriptive statistics
| Standard deviation | 3.0662854 |
|---|---|
| Coefficient of variation (CV) | 0.97220207 |
| Kurtosis | 0.068204082 |
| Mean | 3.1539589 |
| Median Absolute Deviation (MAD) | 0 |
| Skewness | 1.2242539 |
| Sum | 2151 |
| Variance | 9.4021062 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=10)
| Value | Count | Frequency (%) |
| 1 | 372 | |
| 10 | 67 | 9.8% |
| 3 | 52 | 7.6% |
| 2 | 45 | 6.6% |
| 4 | 38 | 5.6% |
| 5 | 30 | 4.4% |
| 8 | 28 | 4.1% |
| 6 | 25 | 3.7% |
| 7 | 19 | 2.8% |
| 9 | 6 | 0.9% |
| Value | Count | Frequency (%) |
| 1 | 372 | |
| 2 | 45 | 6.6% |
| 3 | 52 | 7.6% |
| 4 | 38 | 5.6% |
| 5 | 30 | 4.4% |
| 6 | 25 | 3.7% |
| 7 | 19 | 2.8% |
| 8 | 28 | 4.1% |
| 9 | 6 | 0.9% |
| 10 | 67 | 9.8% |
| Value | Count | Frequency (%) |
| 10 | 67 | 9.8% |
| 9 | 6 | 0.9% |
| 8 | 28 | 4.1% |
| 7 | 19 | 2.8% |
| 6 | 25 | 3.7% |
| 5 | 30 | 4.4% |
| 4 | 38 | 5.6% |
| 3 | 52 | 7.6% |
| 2 | 45 | 6.6% |
| 1 | 372 |
Uniformity_of_Cell_Shape
Real number (ℝ)
| Distinct | 10 |
|---|---|
| Distinct (%) | 1.5% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 3.2184751 |
| Minimum | 1 |
|---|---|
| Maximum | 10 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 10.7 KiB |
Quantile statistics
| Minimum | 1 |
|---|---|
| 5-th percentile | 1 |
| Q1 | 1 |
| median | 1 |
| Q3 | 5 |
| 95-th percentile | 10 |
| Maximum | 10 |
| Range | 9 |
| Interquartile range (IQR) | 4 |
Descriptive statistics
| Standard deviation | 2.9895676 |
|---|---|
| Coefficient of variation (CV) | 0.92887703 |
| Kurtosis | -0.021862589 |
| Mean | 3.2184751 |
| Median Absolute Deviation (MAD) | 0 |
| Skewness | 1.1557776 |
| Sum | 2195 |
| Variance | 8.9375143 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=10)
| Value | Count | Frequency (%) |
| 1 | 345 | |
| 10 | 58 | 8.5% |
| 2 | 58 | 8.5% |
| 3 | 53 | 7.8% |
| 4 | 43 | 6.3% |
| 5 | 32 | 4.7% |
| 7 | 30 | 4.4% |
| 6 | 29 | 4.3% |
| 8 | 27 | 4.0% |
| 9 | 7 | 1.0% |
| Value | Count | Frequency (%) |
| 1 | 345 | |
| 2 | 58 | 8.5% |
| 3 | 53 | 7.8% |
| 4 | 43 | 6.3% |
| 5 | 32 | 4.7% |
| 6 | 29 | 4.3% |
| 7 | 30 | 4.4% |
| 8 | 27 | 4.0% |
| 9 | 7 | 1.0% |
| 10 | 58 | 8.5% |
| Value | Count | Frequency (%) |
| 10 | 58 | 8.5% |
| 9 | 7 | 1.0% |
| 8 | 27 | 4.0% |
| 7 | 30 | 4.4% |
| 6 | 29 | 4.3% |
| 5 | 32 | 4.7% |
| 4 | 43 | 6.3% |
| 3 | 53 | 7.8% |
| 2 | 58 | 8.5% |
| 1 | 345 |
Marginal_Adhesion
Real number (ℝ)
| Distinct | 10 |
|---|---|
| Distinct (%) | 1.5% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 2.8328446 |
| Minimum | 1 |
|---|---|
| Maximum | 10 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 10.7 KiB |
Quantile statistics
| Minimum | 1 |
|---|---|
| 5-th percentile | 1 |
| Q1 | 1 |
| median | 1 |
| Q3 | 4 |
| 95-th percentile | 10 |
| Maximum | 10 |
| Range | 9 |
| Interquartile range (IQR) | 3 |
Descriptive statistics
| Standard deviation | 2.8658054 |
|---|---|
| Coefficient of variation (CV) | 1.0116352 |
| Kurtosis | 0.93544847 |
| Mean | 2.8328446 |
| Median Absolute Deviation (MAD) | 0 |
| Skewness | 1.5070038 |
| Sum | 1932 |
| Variance | 8.2128404 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=10)
| Value | Count | Frequency (%) |
| 1 | 392 | |
| 3 | 58 | 8.5% |
| 2 | 58 | 8.5% |
| 10 | 55 | 8.1% |
| 4 | 33 | 4.8% |
| 8 | 25 | 3.7% |
| 5 | 23 | 3.4% |
| 6 | 21 | 3.1% |
| 7 | 13 | 1.9% |
| 9 | 4 | 0.6% |
| Value | Count | Frequency (%) |
| 1 | 392 | |
| 2 | 58 | 8.5% |
| 3 | 58 | 8.5% |
| 4 | 33 | 4.8% |
| 5 | 23 | 3.4% |
| 6 | 21 | 3.1% |
| 7 | 13 | 1.9% |
| 8 | 25 | 3.7% |
| 9 | 4 | 0.6% |
| 10 | 55 | 8.1% |
| Value | Count | Frequency (%) |
| 10 | 55 | 8.1% |
| 9 | 4 | 0.6% |
| 8 | 25 | 3.7% |
| 7 | 13 | 1.9% |
| 6 | 21 | 3.1% |
| 5 | 23 | 3.4% |
| 4 | 33 | 4.8% |
| 3 | 58 | 8.5% |
| 2 | 58 | 8.5% |
| 1 | 392 |
Single_Epithelial_Cell_Size
Real number (ℝ)
| Distinct | 10 |
|---|---|
| Distinct (%) | 1.5% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 3.2360704 |
| Minimum | 1 |
|---|---|
| Maximum | 10 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 10.7 KiB |
Quantile statistics
| Minimum | 1 |
|---|---|
| 5-th percentile | 1 |
| Q1 | 2 |
| median | 2 |
| Q3 | 4 |
| 95-th percentile | 8 |
| Maximum | 10 |
| Range | 9 |
| Interquartile range (IQR) | 2 |
Descriptive statistics
| Standard deviation | 2.2242135 |
|---|---|
| Coefficient of variation (CV) | 0.68731927 |
| Kurtosis | 2.1210827 |
| Mean | 3.2360704 |
| Median Absolute Deviation (MAD) | 0 |
| Skewness | 1.7014343 |
| Sum | 2207 |
| Variance | 4.9471258 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=10)
| Value | Count | Frequency (%) |
| 2 | 375 | |
| 3 | 71 | 10.4% |
| 4 | 48 | 7.0% |
| 1 | 44 | 6.5% |
| 6 | 40 | 5.9% |
| 5 | 39 | 5.7% |
| 10 | 31 | 4.5% |
| 8 | 21 | 3.1% |
| 7 | 11 | 1.6% |
| 9 | 2 | 0.3% |
| Value | Count | Frequency (%) |
| 1 | 44 | 6.5% |
| 2 | 375 | |
| 3 | 71 | 10.4% |
| 4 | 48 | 7.0% |
| 5 | 39 | 5.7% |
| 6 | 40 | 5.9% |
| 7 | 11 | 1.6% |
| 8 | 21 | 3.1% |
| 9 | 2 | 0.3% |
| 10 | 31 | 4.5% |
| Value | Count | Frequency (%) |
| 10 | 31 | 4.5% |
| 9 | 2 | 0.3% |
| 8 | 21 | 3.1% |
| 7 | 11 | 1.6% |
| 6 | 40 | 5.9% |
| 5 | 39 | 5.7% |
| 4 | 48 | 7.0% |
| 3 | 71 | 10.4% |
| 2 | 375 | |
| 1 | 44 | 6.5% |
Bare_Nuclei
Real number (ℝ)
| Distinct | 10 |
|---|---|
| Distinct (%) | 1.5% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 3.5483871 |
| Minimum | 1 |
|---|---|
| Maximum | 10 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 10.7 KiB |
Quantile statistics
| Minimum | 1 |
|---|---|
| 5-th percentile | 1 |
| Q1 | 1 |
| median | 1 |
| Q3 | 6 |
| 95-th percentile | 10 |
| Maximum | 10 |
| Range | 9 |
| Interquartile range (IQR) | 5 |
Descriptive statistics
| Standard deviation | 3.6452256 |
|---|---|
| Coefficient of variation (CV) | 1.0272909 |
| Kurtosis | -0.80333788 |
| Mean | 3.5483871 |
| Median Absolute Deviation (MAD) | 0 |
| Skewness | 0.98777871 |
| Sum | 2420 |
| Variance | 13.28767 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=10)
| Value | Count | Frequency (%) |
| 1 | 401 | |
| 10 | 132 | 19.4% |
| 2 | 30 | 4.4% |
| 5 | 30 | 4.4% |
| 3 | 28 | 4.1% |
| 8 | 21 | 3.1% |
| 4 | 19 | 2.8% |
| 9 | 9 | 1.3% |
| 7 | 8 | 1.2% |
| 6 | 4 | 0.6% |
| Value | Count | Frequency (%) |
| 1 | 401 | |
| 2 | 30 | 4.4% |
| 3 | 28 | 4.1% |
| 4 | 19 | 2.8% |
| 5 | 30 | 4.4% |
| 6 | 4 | 0.6% |
| 7 | 8 | 1.2% |
| 8 | 21 | 3.1% |
| 9 | 9 | 1.3% |
| 10 | 132 | 19.4% |
| Value | Count | Frequency (%) |
| 10 | 132 | 19.4% |
| 9 | 9 | 1.3% |
| 8 | 21 | 3.1% |
| 7 | 8 | 1.2% |
| 6 | 4 | 0.6% |
| 5 | 30 | 4.4% |
| 4 | 19 | 2.8% |
| 3 | 28 | 4.1% |
| 2 | 30 | 4.4% |
| 1 | 401 |
Bland_Chromatin
Real number (ℝ)
| Distinct | 10 |
|---|---|
| Distinct (%) | 1.5% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 3.4457478 |
| Minimum | 1 |
|---|---|
| Maximum | 10 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 10.7 KiB |
Quantile statistics
| Minimum | 1 |
|---|---|
| 5-th percentile | 1 |
| Q1 | 2 |
| median | 3 |
| Q3 | 5 |
| 95-th percentile | 8 |
| Maximum | 10 |
| Range | 9 |
| Interquartile range (IQR) | 3 |
Descriptive statistics
| Standard deviation | 2.4514351 |
|---|---|
| Coefficient of variation (CV) | 0.71143776 |
| Kurtosis | 0.16213744 |
| Mean | 3.4457478 |
| Median Absolute Deviation (MAD) | 1 |
| Skewness | 1.0937593 |
| Sum | 2350 |
| Variance | 6.009534 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=10)
| Value | Count | Frequency (%) |
| 3 | 160 | |
| 2 | 160 | |
| 1 | 150 | |
| 7 | 71 | |
| 4 | 39 | 5.7% |
| 5 | 34 | 5.0% |
| 8 | 28 | 4.1% |
| 10 | 20 | 2.9% |
| 9 | 11 | 1.6% |
| 6 | 9 | 1.3% |
| Value | Count | Frequency (%) |
| 1 | 150 | |
| 2 | 160 | |
| 3 | 160 | |
| 4 | 39 | 5.7% |
| 5 | 34 | 5.0% |
| 6 | 9 | 1.3% |
| 7 | 71 | |
| 8 | 28 | 4.1% |
| 9 | 11 | 1.6% |
| 10 | 20 | 2.9% |
| Value | Count | Frequency (%) |
| 10 | 20 | 2.9% |
| 9 | 11 | 1.6% |
| 8 | 28 | 4.1% |
| 7 | 71 | |
| 6 | 9 | 1.3% |
| 5 | 34 | 5.0% |
| 4 | 39 | 5.7% |
| 3 | 160 | |
| 2 | 160 | |
| 1 | 150 |
Normal_Nucleoli
Real number (ℝ)
| Distinct | 10 |
|---|---|
| Distinct (%) | 1.5% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 2.872434 |
| Minimum | 1 |
|---|---|
| Maximum | 10 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 10.7 KiB |
Quantile statistics
| Minimum | 1 |
|---|---|
| 5-th percentile | 1 |
| Q1 | 1 |
| median | 1 |
| Q3 | 4 |
| 95-th percentile | 10 |
| Maximum | 10 |
| Range | 9 |
| Interquartile range (IQR) | 3 |
Descriptive statistics
| Standard deviation | 3.0540654 |
|---|---|
| Coefficient of variation (CV) | 1.0632326 |
| Kurtosis | 0.46700496 |
| Mean | 2.872434 |
| Median Absolute Deviation (MAD) | 0 |
| Skewness | 1.4182061 |
| Sum | 1959 |
| Variance | 9.3273154 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=10)
| Value | Count | Frequency (%) |
| 1 | 431 | |
| 10 | 60 | 8.8% |
| 3 | 42 | 6.2% |
| 2 | 36 | 5.3% |
| 8 | 23 | 3.4% |
| 6 | 22 | 3.2% |
| 5 | 19 | 2.8% |
| 4 | 18 | 2.6% |
| 7 | 16 | 2.3% |
| 9 | 15 | 2.2% |
| Value | Count | Frequency (%) |
| 1 | 431 | |
| 2 | 36 | 5.3% |
| 3 | 42 | 6.2% |
| 4 | 18 | 2.6% |
| 5 | 19 | 2.8% |
| 6 | 22 | 3.2% |
| 7 | 16 | 2.3% |
| 8 | 23 | 3.4% |
| 9 | 15 | 2.2% |
| 10 | 60 | 8.8% |
| Value | Count | Frequency (%) |
| 10 | 60 | 8.8% |
| 9 | 15 | 2.2% |
| 8 | 23 | 3.4% |
| 7 | 16 | 2.3% |
| 6 | 22 | 3.2% |
| 5 | 19 | 2.8% |
| 4 | 18 | 2.6% |
| 3 | 42 | 6.2% |
| 2 | 36 | 5.3% |
| 1 | 431 |
Mitoses
Real number (ℝ)
| Distinct | 9 |
|---|---|
| Distinct (%) | 1.3% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 1.6041056 |
| Minimum | 1 |
|---|---|
| Maximum | 10 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 10.7 KiB |
Quantile statistics
| Minimum | 1 |
|---|---|
| 5-th percentile | 1 |
| Q1 | 1 |
| median | 1 |
| Q3 | 1 |
| 95-th percentile | 5 |
| Maximum | 10 |
| Range | 9 |
| Interquartile range (IQR) | 0 |
Descriptive statistics
| Standard deviation | 1.7337915 |
|---|---|
| Coefficient of variation (CV) | 1.0808463 |
| Kurtosis | 12.249347 |
| Mean | 1.6041056 |
| Median Absolute Deviation (MAD) | 0 |
| Skewness | 3.5083801 |
| Sum | 1094 |
| Variance | 3.006033 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=9)
| Value | Count | Frequency (%) |
| 1 | 562 | |
| 2 | 35 | 5.1% |
| 3 | 33 | 4.8% |
| 10 | 14 | 2.1% |
| 4 | 12 | 1.8% |
| 7 | 9 | 1.3% |
| 8 | 8 | 1.2% |
| 5 | 6 | 0.9% |
| 6 | 3 | 0.4% |
| Value | Count | Frequency (%) |
| 1 | 562 | |
| 2 | 35 | 5.1% |
| 3 | 33 | 4.8% |
| 4 | 12 | 1.8% |
| 5 | 6 | 0.9% |
| 6 | 3 | 0.4% |
| 7 | 9 | 1.3% |
| 8 | 8 | 1.2% |
| 10 | 14 | 2.1% |
| Value | Count | Frequency (%) |
| 10 | 14 | 2.1% |
| 8 | 8 | 1.2% |
| 7 | 9 | 1.3% |
| 6 | 3 | 0.4% |
| 5 | 6 | 0.9% |
| 4 | 12 | 1.8% |
| 3 | 33 | 4.8% |
| 2 | 35 | 5.1% |
| 1 | 562 |
Class
Categorical
| Distinct | 2 |
|---|---|
| Distinct (%) | 0.3% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 44.0 KiB |
| 0 | |
|---|---|
| 1 |
Length
| Max length | 1 |
|---|---|
| Median length | 1 |
| Mean length | 1 |
| Min length | 1 |
Characters and Unicode
| Total characters | 682 |
|---|---|
| Distinct characters | 2 |
| Distinct categories | 1 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | 0 |
|---|---|
| 2nd row | 0 |
| 3rd row | 0 |
| 4th row | 0 |
| 5th row | 1 |
Common Values
| Value | Count | Frequency (%) |
| 0 | 443 | |
| 1 | 239 |
Length
Histogram of lengths of the category
Common Values (Plot)
| Value | Count | Frequency (%) |
| 0 | 443 | |
| 1 | 239 |
Most occurring characters
| Value | Count | Frequency (%) |
| 0 | 443 | |
| 1 | 239 |
Most occurring categories
| Value | Count | Frequency (%) |
| Decimal Number | 682 |
Most frequent character per category
Decimal Number
| Value | Count | Frequency (%) |
| 0 | 443 | |
| 1 | 239 |
Most occurring scripts
| Value | Count | Frequency (%) |
| Common | 682 |
Most frequent character per script
Common
| Value | Count | Frequency (%) |
| 0 | 443 | |
| 1 | 239 |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 682 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| 0 | 443 | |
| 1 | 239 |
| Clump_Thickness | Uniformity_of_Cell_Size | Uniformity_of_Cell_Shape | Marginal_Adhesion | Single_Epithelial_Cell_Size | Bare_Nuclei | Bland_Chromatin | Normal_Nucleoli | Mitoses | Class | |
|---|---|---|---|---|---|---|---|---|---|---|
| Clump_Thickness | 1.000 | 0.665 | 0.668 | 0.545 | 0.587 | 0.592 | 0.534 | 0.567 | 0.421 | 0.736 |
| Uniformity_of_Cell_Size | 0.665 | 1.000 | 0.895 | 0.745 | 0.793 | 0.769 | 0.721 | 0.752 | 0.513 | 0.882 |
| Uniformity_of_Cell_Shape | 0.668 | 0.895 | 1.000 | 0.718 | 0.765 | 0.753 | 0.696 | 0.724 | 0.478 | 0.868 |
| Marginal_Adhesion | 0.545 | 0.745 | 0.718 | 1.000 | 0.665 | 0.697 | 0.629 | 0.636 | 0.447 | 0.747 |
| Single_Epithelial_Cell_Size | 0.587 | 0.793 | 0.765 | 0.665 | 1.000 | 0.694 | 0.645 | 0.711 | 0.483 | 0.802 |
| Bare_Nuclei | 0.592 | 0.769 | 0.753 | 0.697 | 0.694 | 1.000 | 0.679 | 0.659 | 0.474 | 0.839 |
| Bland_Chromatin | 0.534 | 0.721 | 0.696 | 0.629 | 0.645 | 0.679 | 1.000 | 0.663 | 0.391 | 0.807 |
| Normal_Nucleoli | 0.567 | 0.752 | 0.724 | 0.636 | 0.711 | 0.659 | 0.663 | 1.000 | 0.510 | 0.773 |
| Mitoses | 0.421 | 0.513 | 0.478 | 0.447 | 0.483 | 0.474 | 0.391 | 0.510 | 1.000 | 0.519 |
| Class | 0.736 | 0.882 | 0.868 | 0.747 | 0.802 | 0.839 | 0.807 | 0.773 | 0.519 | 1.000 |
A simple visualization of nullity by column.
Nullity matrix is a data-dense display which lets you quickly visually pick out patterns in data completion.
| Clump_Thickness | Uniformity_of_Cell_Size | Uniformity_of_Cell_Shape | Marginal_Adhesion | Single_Epithelial_Cell_Size | Bare_Nuclei | Bland_Chromatin | Normal_Nucleoli | Mitoses | Class | |
|---|---|---|---|---|---|---|---|---|---|---|
| 0 | 5 | 4 | 4 | 5 | 7 | 10 | 3 | 2 | 1 | 0 |
| 1 | 3 | 1 | 1 | 1 | 2 | 2 | 3 | 1 | 1 | 0 |
| 2 | 6 | 8 | 8 | 1 | 3 | 4 | 3 | 7 | 1 | 0 |
| 3 | 4 | 1 | 1 | 3 | 2 | 1 | 3 | 1 | 1 | 0 |
| 4 | 8 | 10 | 10 | 8 | 7 | 10 | 9 | 7 | 1 | 1 |
| 5 | 1 | 1 | 1 | 1 | 2 | 10 | 3 | 1 | 1 | 0 |
| 6 | 2 | 1 | 2 | 1 | 2 | 1 | 3 | 1 | 1 | 0 |
| 7 | 2 | 1 | 1 | 1 | 2 | 1 | 1 | 1 | 5 | 0 |
| 8 | 4 | 2 | 1 | 1 | 2 | 1 | 2 | 1 | 1 | 0 |
| 9 | 1 | 1 | 1 | 1 | 1 | 1 | 3 | 1 | 1 | 0 |
| Clump_Thickness | Uniformity_of_Cell_Size | Uniformity_of_Cell_Shape | Marginal_Adhesion | Single_Epithelial_Cell_Size | Bare_Nuclei | Bland_Chromatin | Normal_Nucleoli | Mitoses | Class | |
|---|---|---|---|---|---|---|---|---|---|---|
| 688 | 1 | 1 | 1 | 1 | 2 | 1 | 1 | 1 | 8 | 0 |
| 689 | 1 | 1 | 1 | 3 | 2 | 1 | 1 | 1 | 1 | 0 |
| 690 | 5 | 10 | 10 | 5 | 4 | 5 | 4 | 4 | 1 | 1 |
| 691 | 3 | 1 | 1 | 1 | 2 | 1 | 1 | 1 | 1 | 0 |
| 692 | 3 | 1 | 1 | 1 | 2 | 1 | 2 | 1 | 2 | 0 |
| 693 | 3 | 1 | 1 | 1 | 3 | 2 | 1 | 1 | 1 | 0 |
| 694 | 2 | 1 | 1 | 1 | 2 | 1 | 1 | 1 | 1 | 0 |
| 695 | 5 | 10 | 10 | 3 | 7 | 3 | 8 | 10 | 2 | 1 |
| 696 | 4 | 8 | 6 | 4 | 3 | 4 | 10 | 6 | 1 | 1 |
| 697 | 4 | 8 | 8 | 5 | 4 | 5 | 10 | 4 | 1 | 1 |
Most frequently occurring
| Clump_Thickness | Uniformity_of_Cell_Size | Uniformity_of_Cell_Shape | Marginal_Adhesion | Single_Epithelial_Cell_Size | Bare_Nuclei | Bland_Chromatin | Normal_Nucleoli | Mitoses | Class | # duplicates | |
|---|---|---|---|---|---|---|---|---|---|---|---|
| 3 | 1 | 1 | 1 | 1 | 2 | 1 | 1 | 1 | 1 | 0 | 27 |
| 5 | 1 | 1 | 1 | 1 | 2 | 1 | 3 | 1 | 1 | 0 | 23 |
| 4 | 1 | 1 | 1 | 1 | 2 | 1 | 2 | 1 | 1 | 0 | 21 |
| 19 | 3 | 1 | 1 | 1 | 2 | 1 | 2 | 1 | 1 | 0 | 20 |
| 18 | 3 | 1 | 1 | 1 | 2 | 1 | 1 | 1 | 1 | 0 | 12 |
| 12 | 2 | 1 | 1 | 1 | 2 | 1 | 1 | 1 | 1 | 0 | 10 |
| 20 | 3 | 1 | 1 | 1 | 2 | 1 | 3 | 1 | 1 | 0 | 10 |
| 26 | 4 | 1 | 1 | 1 | 2 | 1 | 1 | 1 | 1 | 0 | 10 |
| 27 | 4 | 1 | 1 | 1 | 2 | 1 | 2 | 1 | 1 | 0 | 10 |
| 35 | 5 | 1 | 1 | 1 | 2 | 1 | 2 | 1 | 1 | 0 | 10 |